{"product_id":"large-scale-data-analytics-with-python-and-spark-a-hands-on-guide-to-implementing-machine-learning-solutions-paperback-softback-9781009318259","title":"Large-Scale Data Analytics with Python and Spark; A Hands-on Guide to Implementing Machine Learning Solutions (Paperback \/ softback) 9781009318259","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eLarge-Scale Data Analytics with Python and Spark\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eA Hands-on Guide to Implementing Machine Learning Solutions\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003eA hands-on textbook for courses on large-scale data analytics and designing machine learning solutions.\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eIsaac Triguero (Author), Mikel Galar (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781009318259, Cambridge University Press\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback \/ softback, published 23 November 2023\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e422 pages\u003cbr\u003e24.5 x 17 x 2 cm, 0.78 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cem\u003e\u003cfont size=\"3\"\u003e'With the growing ubiquity of large and complex datasets, MapReduce and Spark's dataflow programming models have become mission-critical skills for data scientists, data engineers, and ML engineers. Triguero and Galar leverage their extensive teaching experience on this topic to deliver this tour de force deep dive into both the technical concepts and programming knowhow needed for such modern large-scale data analytics. They interleave intuitive exposition of the concepts and examples from data engineering and classical ML pipelines with well-thought-out hands-on code and outputs. This book not only shows how all this knowledge is useful in practice today but also sets up the reader to be able to successfully 'generalize' to future workloads.' Arun Kumar, University of California, San Diego\u003c\/font\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003eBased on the authors' extensive teaching experience, this hands-on graduate-level textbook teaches how to carry out large-scale data analytics and design machine learning solutions for big data. With a focus on fundamentals, this extensively class-tested textbook walks students through key principles and paradigms for working with large-scale data, frameworks for large-scale data analytics (Hadoop, Spark), and explains how to implement machine learning to exploit big data. It is unique in covering the principles that aspiring data scientists need to know, without detail that can overwhelm. Real-world examples, hands-on coding exercises and labs combine with exceptionally clear explanations to maximize student engagement. Well-defined learning objectives, exercises with online solutions for instructors, lecture slides, and an accompanying suite of lab exercises of increasing difficulty in Jupyter Notebooks offer a coherent and convenient teaching package. An ideal teaching resource for courses on large-scale data analytics with machine learning in computer\/data science departments.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePart I. Understanding and Dealing with Big Data: 1. Introduction\u003cbr\u003e 2. MapReduce\u003cbr\u003e Part II. Big Data Frameworks: 3. Hadoop\u003cbr\u003e 4. Spark\u003cbr\u003e 5. Spark SQL and DataFrames\u003cbr\u003e Part III. Machine Learning for Big Data: 6. Machine Learning with Spark\u003cbr\u003e 7. Machine Learning for Big Data\u003cbr\u003e 8. Implementing Classical Methods: k-means and Linear Regression\u003cbr\u003e 9. Advanced Examples: Semi-supervised, Ensembles, Deep Learning Model Deployment.\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Databases [\u003ca title=\"See our other books on Databases\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Databases%20%5BUN%5D%22\"\u003eUN\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Cambridge University Press","offers":[{"title":"Brand New","offer_id":52470058811672,"sku":"9781009318259","price":27.29,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9781009318259i.jpg?v=1785630749","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/large-scale-data-analytics-with-python-and-spark-a-hands-on-guide-to-implementing-machine-learning-solutions-paperback-softback-9781009318259","provider":"Freshly Printed Books","version":"1.0","type":"link"}